Semi-Supervised Learning with Noisy Proxy Covariates: Generalization Bounds and Distribution Regression

Kwangho Kim, Jisu Kim

In many modern machine learning pipelines, abundant pretrained representations serve as noisy proxy covariates, while task-specific labels remain scarce. We study semi-supervised r…